📑 Selected Publications (Full List)

AI agents and foundation models

• NeurIPS 2024 ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution, Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie Song
• Meta-R1: Empowering Large Reasoning Models with Metacognition, Haonan Dong, Haoran Ye, Wenhao Zhu, Kehan Jiang, Guojie Song

Learning for (combinatorial) optimization

• NeurIPS 2023 DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization, Haoran Ye, Jiarui Wang, Zhiguang Cao, Helan Liang, Yong Li
• AAAI 2024 GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time, Haoran Ye, Jiarui Wang, Helan Liang, Zhiguang Cao, Yong Li, Fanzhang Li
• KDD 2025 TransPlace: Transferable Circuit Global Placement via Graph Neural Network, Yunbo Hou, Haoran Ye, Shuwen Yang, Yingxue Zhang, Siyuan Xu, Guojie Song
• KDD 2024 RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network, Yunbo Hou, Haoran Ye, Yingxue Zhang, Siyuan Xu, Guojie Song
• KDD 2025 D&B Track RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark, Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, and more authors

Human-centered AI; AI + Psychology; Safety and value alignment

• Survey Psychometrics with AI Foundation Models, Haoran Ye, Tianrui Huo, Zheng Guo, Xin Zhang, Haonan Dong, Guojie Song
• Survey Large Language Model Psychometrics: A Systematic Review of Evaluation, Validation, and Enhancement, Haoran Ye, Jing Jin, Yuhang Xie, Xin Zhang, Guojie Song
• ACL 2025 Main, Generative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models, Haoran Ye, Tianze Zhang, Yuhang Xie, Liyuan Zhang, Yuanyi Ren, Xin Zhang, Guojie Song
• AAAI 2025 Measuring Human and AI Values Based on Generative Psychometrics with Large Language Models, Haoran Ye, Yuhang Xie, Yuanyi Ren, Hanjun Fang, Xin Zhang, Guojie Song
• ACL 2024 Main ValueBench: Towards Comprehensively Evaluating Value Orientations and Understanding of Large Language Models, Yuanyi Ren, Haoran Ye, Hanjun Fang, Xin Zhang, Guojie Song